nemo-relay-debug-runtime-integration

от nvidia

Debug application-side NeMo Relay integration issues such as load failures, inactive scopes, missing events, or adaptive/plugin wiring problems

npx skills add https://github.com/nvidia/nemo-relay --skill nemo-relay-debug-runtime-integration

Debug Runtime Integration

Use this skill when NeMo Relay is present in the application but something is not working.

First Checks

  • Can the binding or native artifact load?
  • Is there an active scope when the failing call runs?
  • Is the work happening on the expected scope stack?
  • Is the subscriber/exporter/plugin configuration actually active?
  • Did the app choose the right public API layer: managed execute vs manual lifecycle vs typed wrappers vs adaptive/plugins?

Common Failure Classes

  • Python native extension missing
  • Go dynamic library not on the loader path
  • Node native addon not built or not loading
  • Execute call outside a scope
  • Missing events because registration never happened
  • Concurrency causing the wrong scope stack to be active
  • Adaptive component never initialized or config validation ignored

Embedded Troubleshooting Matrix

  • Rust build failure: run the narrowest core build first, then expand to the affected binding or workspace command.
  • Python import failure: rebuild the virtual environment and native extension with uv sync, then run a small Python test or import check from the same environment as the application.
  • Node.js addon failure: reinstall and rebuild the native addon from the Node binding package before debugging application code.
  • Go loader failure: build the release FFI shared library and point both the linker and runtime loader at the release output directory; use the macOS dynamic-library path variable (DYLD_LIBRARY_PATH) on macOS.
  • Scope stack empty: the work is outside an active scope or crossed a thread, task, goroutine, or worker boundary without the intended stack.
  • Work leaks across requests: separate requests are sharing one scope stack; create a fresh stack per independent request or agent.
  • Middleware missing or ordered incorrectly: check global vs scope-local registration, active scope ancestry, names, and priority values.
  • Subscriber missing events: register before the events are emitted; for scope-local subscribers, ensure the current scope is the owner or descendant.
  • Event fields missing: managed helpers populate semantic fields; manual lifecycle calls require explicit params for input, output, model names, and tool call IDs.
  • ATIF empty or mixed: register before work starts, use one exporter per run or clear between runs, and separate concurrent agents by root scope.
  • Provider payload conversion failure: convert non-JSON provider objects, SDK handles, callbacks, streams, or class instances with explicit codecs.
  • Plugin validation failure: validate config independently from runtime registration and check required fields, value types, defaults, and config source.
  • Adaptive behavior unchanged: confirm instrumentation emits events, the adaptive component is enabled, policy allows the behavior, and the call path reaches the configured component.
  • OpenTelemetry or OpenInference export failure: confirm http_binary vs grpc, endpoint, headers, target support, and whether a native gRPC exporter has an active Tokio runtime.
  • Callback succeeded but no lifecycle events appear: confirm the integration uses managed execute helpers or balanced manual start/end APIs, not only the underlying business callback.

Related Skills

  • nemo-relay-start
  • nemo-relay-use-context-isolation
  • nemo-relay-tune-adaptive-config
  • nemo-relay-build-plugin

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